Pandas Profiling Report

Overview

Dataset statistics

Number of variables	26
Number of observations	400
Missing cells	1009
Missing cells (%)	9.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	81.4 KiB
Average record size in memory	208.3 B

Variable types

Numeric	12
Boolean	3
Categorical	11

Variable descriptions

files	Files in the filesystem
datec	Creation date
datem	Modification date

Alerts

`wc` has a high cardinality: 92 distinct values	High cardinality
`id` is highly correlated with `sg` and 3 other fields	High correlation
`sg` is highly correlated with `id` and 3 other fields	High correlation
`al` is highly correlated with `id` and 4 other fields	High correlation
`su` is highly correlated with `bgr`	High correlation
`bgr` is highly correlated with `su`	High correlation
`bu` is highly correlated with `sc` and 1 other fields	High correlation
`sc` is highly correlated with `id` and 4 other fields	High correlation
`sod` is highly correlated with `al` and 1 other fields	High correlation
`hemo` is highly correlated with `id` and 5 other fields	High correlation
`id` is highly correlated with `sg` and 2 other fields	High correlation
`sg` is highly correlated with `id` and 1 other fields	High correlation
`al` is highly correlated with `id` and 1 other fields	High correlation
`su` is highly correlated with `bgr`	High correlation
`bgr` is highly correlated with `su`	High correlation
`bu` is highly correlated with `sc` and 1 other fields	High correlation
`sc` is highly correlated with `bu` and 1 other fields	High correlation
`sod` is highly correlated with `sc`	High correlation
`hemo` is highly correlated with `id` and 3 other fields	High correlation
`al` is highly correlated with `sc` and 1 other fields	High correlation
`bu` is highly correlated with `sc`	High correlation
`sc` is highly correlated with `al` and 2 other fields	High correlation
`hemo` is highly correlated with `al` and 1 other fields	High correlation
`pc` is highly correlated with `rc` and 2 other fields	High correlation
`htn` is highly correlated with `rc` and 3 other fields	High correlation
`rbc` is highly correlated with `pcv` and 1 other fields	High correlation
`rc` is highly correlated with `pc` and 3 other fields	High correlation
`pcc` is highly correlated with `pc`	High correlation
`pcv` is highly correlated with `pc` and 4 other fields	High correlation
`dm` is highly correlated with `htn`	High correlation
`classification` is highly correlated with `htn` and 3 other fields	High correlation
`ane` is highly correlated with `rc` and 1 other fields	High correlation
`id` is highly correlated with `sg` and 11 other fields	High correlation
`age` is highly correlated with `htn`	High correlation
`bp` is highly correlated with `pcv` and 1 other fields	High correlation
`sg` is highly correlated with `id` and 5 other fields	High correlation
`al` is highly correlated with `id` and 14 other fields	High correlation
`su` is highly correlated with `bgr` and 6 other fields	High correlation
`rbc` is highly correlated with `id` and 6 other fields	High correlation
`pc` is highly correlated with `id` and 10 other fields	High correlation
`pcc` is highly correlated with `al` and 1 other fields	High correlation
`ba` is highly correlated with `al` and 1 other fields	High correlation
`bgr` is highly correlated with `al` and 6 other fields	High correlation
`bu` is highly correlated with `al` and 9 other fields	High correlation
`sc` is highly correlated with `bu` and 6 other fields	High correlation
`sod` is highly correlated with `pc` and 6 other fields	High correlation
`pot` is highly correlated with `bu` and 3 other fields	High correlation
`hemo` is highly correlated with `id` and 15 other fields	High correlation
`pcv` is highly correlated with `id` and 19 other fields	High correlation
`wc` is highly correlated with `id` and 12 other fields	High correlation
`rc` is highly correlated with `id` and 21 other fields	High correlation
`htn` is highly correlated with `id` and 12 other fields	High correlation
`dm` is highly correlated with `id` and 5 other fields	High correlation
`cad` is highly correlated with `su` and 1 other fields	High correlation
`appet` is highly correlated with `id` and 6 other fields	High correlation
`pe` is highly correlated with `al` and 6 other fields	High correlation
`ane` is highly correlated with `bu` and 4 other fields	High correlation
`classification` is highly correlated with `id` and 6 other fields	High correlation
`age` has 9 (2.2%) missing values	Missing
`al` has 46 (11.5%) missing values	Missing
`bgr` has 44 (11.0%) missing values	Missing
`bp` has 12 (3.0%) missing values	Missing
`bu` has 19 (4.8%) missing values	Missing
`hemo` has 52 (13.0%) missing values	Missing
`pc` has 65 (16.2%) missing values	Missing
`pcv` has 70 (17.5%) missing values	Missing
`pot` has 88 (22.0%) missing values	Missing
`rbc` has 152 (38.0%) missing values	Missing
`rc` has 130 (32.5%) missing values	Missing
`sc` has 17 (4.2%) missing values	Missing
`sg` has 47 (11.8%) missing values	Missing
`sod` has 87 (21.8%) missing values	Missing
`su` has 49 (12.2%) missing values	Missing
`wc` has 105 (26.2%) missing values	Missing
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`al` has 199 (49.8%) zeros	Zeros
`su` has 290 (72.5%) zeros	Zeros

Reproduction

Analysis started	2022-04-11 06:39:28.659177
Analysis finished	2022-04-11 08:09:57.939040
Duration	1 hour, 30 minutes and 29.28 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

age
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	76
Distinct (%)	19.4%
Missing	9
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	51.48337596

Minimum	2
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	2
5-th percentile	19
Q1	42
median	55
Q3	64.5
95-th percentile	74.5
Maximum	90
Range	88
Interquartile range (IQR)	22.5

Descriptive statistics

Standard deviation	17.16971409
Coefficient of variation (CV)	0.3335001594
Kurtosis	0.0578404946
Mean	51.48337596
Median Absolute Deviation (MAD)	10
Skewness	-0.6682594692
Sum	20130
Variance	294.7990819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	19	4.8%
65	17	4.2%
48	12	3.0%
50	12	3.0%
55	12	3.0%
47	11	2.8%
56	10	2.5%
59	10	2.5%
45	10	2.5%
54	10	2.5%
Other values (66)	268	67.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	2	0.5%
6	1	0.2%
7	1	0.2%
8	3	0.8%
11	1	0.2%
12	2	0.5%
14	1	0.2%

Value	Count	Frequency (%)
90	1	0.2%
83	1	0.2%
82	1	0.2%
81	1	0.2%
80	4	1.0%
79	1	0.2%
78	1	0.2%
76	5	1.2%
75	5	1.2%
74	3	0.8%

al
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	6
Distinct (%)	1.7%
Missing	46
Missing (%)	11.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.016949153

Minimum	0
Maximum	5
Zeros	199
Zeros (%)	49.8%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.352678913
Coefficient of variation (CV)	1.330134264
Kurtosis	-0.3833766021
Mean	1.016949153
Median Absolute Deviation (MAD)	0
Skewness	0.9981572421
Sum	360
Variance	1.829740241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	199	49.8%
1	44	11.0%
2	43	10.8%
3	43	10.8%
4	24	6.0%
5	1	0.2%
(Missing)	46	11.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	199	49.8%
1	44	11.0%
2	43	10.8%
3	43	10.8%
4	24	6.0%
5	1	0.2%

Value	Count	Frequency (%)
5	1	0.2%
4	24	6.0%
3	43	10.8%
2	43	10.8%
1	44	11.0%
0	199	49.8%

ane
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	928.0 B

False	339
True	60
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
False	339	84.8%
True	60	15.0%
(Missing)	1	0.2%

appet
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	3.2 KiB

good	317
poor	82

Overview
Categories

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	good
2nd row	good
3rd row	poor
4th row	poor
5th row	good

Common Values

Value	Count	Frequency (%)
good	317	79.2%
poor	82	20.5%
(Missing)	1	0.2%

Length

Histogram of lengths of the category

Pie chart

ba
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	4
Missing (%)	1.0%
Memory size	3.2 KiB

notpresent	374
present	22

Overview
Categories

Length

Max length	10
Median length	10
Mean length	9.833333333
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	notpresent
2nd row	notpresent
3rd row	notpresent
4th row	notpresent
5th row	notpresent

Common Values

Value	Count	Frequency (%)
notpresent	374	93.5%
present	22	5.5%
(Missing)	4	1.0%

Length

Histogram of lengths of the category

Pie chart

bgr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	146
Distinct (%)	41.0%
Missing	44
Missing (%)	11.0%
Infinite	0
Infinite (%)	0.0%
Mean	148.0365169

Minimum	22
Maximum	490
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	22
5-th percentile	78.75
Q1	99
median	121
Q3	163
95-th percentile	307.25
Maximum	490
Range	468
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	79.28171424
Coefficient of variation (CV)	0.5355551179
Kurtosis	4.225593588
Mean	148.0365169
Median Absolute Deviation (MAD)	25
Skewness	2.010773173
Sum	52701
Variance	6285.590212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	10	2.5%
93	9	2.2%
100	9	2.2%
107	8	2.0%
131	6	1.5%
140	6	1.5%
109	6	1.5%
92	6	1.5%
117	6	1.5%
130	6	1.5%
Other values (136)	284	71.0%
(Missing)	44	11.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22	1	0.2%
70	5	1.2%
74	3	0.8%
75	2	0.5%
76	4	1.0%
78	3	0.8%
79	3	0.8%
80	2	0.5%
81	3	0.8%
82	3	0.8%

Value	Count	Frequency (%)
490	2	0.5%
463	1	0.2%
447	1	0.2%
425	1	0.2%
424	2	0.5%
423	1	0.2%
415	1	0.2%
410	1	0.2%
380	1	0.2%
360	2	0.5%

bp
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	10
Distinct (%)	2.6%
Missing	12
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.46907216

Minimum	50
Maximum	180
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	50
5-th percentile	60
Q1	70
median	80
Q3	80
95-th percentile	100
Maximum	180
Range	130
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	13.68363749
Coefficient of variation (CV)	0.1789434226
Kurtosis	8.646095189
Mean	76.46907216
Median Absolute Deviation (MAD)	10
Skewness	1.605428957
Sum	29670
Variance	187.2419351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
80	116	29.0%
70	112	28.0%
60	71	17.8%
90	53	13.2%
100	25	6.2%
50	5	1.2%
110	3	0.8%
140	1	0.2%
180	1	0.2%
120	1	0.2%
(Missing)	12	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	5	1.2%
60	71	17.8%
70	112	28.0%
80	116	29.0%
90	53	13.2%
100	25	6.2%
110	3	0.8%
120	1	0.2%
140	1	0.2%
180	1	0.2%

Value	Count	Frequency (%)
180	1	0.2%
140	1	0.2%
120	1	0.2%
110	3	0.8%
100	25	6.2%
90	53	13.2%
80	116	29.0%
70	112	28.0%
60	71	17.8%
50	5	1.2%

bu
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	118
Distinct (%)	31.0%
Missing	19
Missing (%)	4.8%
Infinite	0
Infinite (%)	0.0%
Mean	57.42572178

Minimum	1.5
Maximum	391
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	1.5
5-th percentile	17
Q1	27
median	42
Q3	66
95-th percentile	162
Maximum	391
Range	389.5
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	50.50300585
Coefficient of variation (CV)	0.8794492133
Kurtosis	9.345288576
Mean	57.42572178
Median Absolute Deviation (MAD)	16
Skewness	2.634374459
Sum	21879.2
Variance	2550.5536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	15	3.8%
25	13	3.2%
19	11	2.8%
40	10	2.5%
15	9	2.2%
48	9	2.2%
50	9	2.2%
18	9	2.2%
32	8	2.0%
49	8	2.0%
Other values (108)	280	70.0%
(Missing)	19	4.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.5	1	0.2%
10	2	0.5%
15	9	2.2%
16	7	1.8%
17	7	1.8%
18	9	2.2%
19	11	2.8%
20	7	1.8%
21	1	0.2%
22	6	1.5%

Value	Count	Frequency (%)
391	1	0.2%
322	1	0.2%
309	1	0.2%
241	1	0.2%
235	1	0.2%
223	1	0.2%
219	1	0.2%
217	1	0.2%
215	1	0.2%
208	1	0.2%

cad
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.8%
Missing	2
Missing (%)	0.5%
Memory size	3.2 KiB

no	362
yes	34
no	2

Overview
Categories

Length

Max length	3
Median length	2
Mean length	2.090452261
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	362	90.5%
yes	34	8.5%
no	2	0.5%
(Missing)	2	0.5%

Length

Histogram of lengths of the category

Pie chart

classification
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	3.2 KiB

ckd	248
notckd	150
ckd	2

Overview
Categories

Length

Max length	6
Median length	3
Mean length	4.13
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ckd
2nd row	ckd
3rd row	ckd
4th row	ckd
5th row	ckd

Common Values

Value	Count	Frequency (%)
ckd	248	62.0%
notckd	150	37.5%
ckd	2	0.5%

Length

Histogram of lengths of the category

Pie chart

dm
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	1.3%
Missing	2
Missing (%)	0.5%
Memory size	3.2 KiB

no	258
yes	134
no	3
yes	2
yes	1

Overview
Categories

Length

Max length	4
Median length	2
Mean length	2.359296482
Min length	2

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

1st row	yes
2nd row	no
3rd row	yes
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	258	64.5%
yes	134	33.5%
no	3	0.8%
yes	2	0.5%
yes	1	0.2%
(Missing)	2	0.5%

Length

Histogram of lengths of the category

Pie chart

hemo
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	115
Distinct (%)	33.0%
Missing	52
Missing (%)	13.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.52643678

Minimum	3.1
Maximum	17.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	3.1
5-th percentile	7.9
Q1	10.3
median	12.65
Q3	15
95-th percentile	16.9
Maximum	17.8
Range	14.7
Interquartile range (IQR)	4.7

Descriptive statistics

Standard deviation	2.912586609
Coefficient of variation (CV)	0.2325151725
Kurtosis	-0.4713980437
Mean	12.52643678
Median Absolute Deviation (MAD)	2.35
Skewness	-0.3350946792
Sum	4359.2
Variance	8.483160754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	16	4.0%
10.9	8	2.0%
13.6	7	1.8%
13	7	1.8%
9.8	7	1.8%
11.1	7	1.8%
10.3	6	1.5%
11.3	6	1.5%
13.9	6	1.5%
12	6	1.5%
Other values (105)	272	68.0%
(Missing)	52	13.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.1	1	0.2%
4.8	1	0.2%
5.5	1	0.2%
5.6	1	0.2%
5.8	1	0.2%
6	2	0.5%
6.1	1	0.2%
6.2	1	0.2%
6.3	1	0.2%
6.6	1	0.2%

Value	Count	Frequency (%)
17.8	3	0.8%
17.7	1	0.2%
17.6	1	0.2%
17.5	1	0.2%
17.4	2	0.5%
17.3	1	0.2%
17.2	2	0.5%
17.1	2	0.5%
17	4	1.0%
16.9	2	0.5%

htn
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	2
Missing (%)	0.5%
Memory size	928.0 B

False	251
True	147
(Missing)	2

Common Values
Chart

Value	Count	Frequency (%)
False	251	62.7%
True	147	36.8%
(Missing)	2	0.5%

id
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	400
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.5

Minimum	0
Maximum	399
Zeros	1
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	19.95
Q1	99.75
median	199.5
Q3	299.25
95-th percentile	379.05
Maximum	399
Range	399
Interquartile range (IQR)	199.5

Descriptive statistics

Standard deviation	115.6143013
Coefficient of variation (CV)	0.5795203073
Kurtosis	-1.2
Mean	199.5
Median Absolute Deviation (MAD)	100
Skewness	0
Sum	79800
Variance	13366.66667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.2%
263	1	0.2%
273	1	0.2%
272	1	0.2%
271	1	0.2%
270	1	0.2%
269	1	0.2%
268	1	0.2%
267	1	0.2%
266	1	0.2%
Other values (390)	390	97.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.2%
1	1	0.2%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%

Value	Count	Frequency (%)
399	1	0.2%
398	1	0.2%
397	1	0.2%
396	1	0.2%
395	1	0.2%
394	1	0.2%
393	1	0.2%
392	1	0.2%
391	1	0.2%
390	1	0.2%

pc
Categorical

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	0.6%
Missing	65
Missing (%)	16.2%
Memory size	3.2 KiB

normal	259
abnormal	76

Overview
Categories

Length

Max length	8
Median length	6
Mean length	6.453731343
Min length	6

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	normal
4th row	abnormal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	259	64.8%
abnormal	76	19.0%
(Missing)	65	16.2%

Length

Histogram of lengths of the category

Pie chart

pcc
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	4
Missing (%)	1.0%
Memory size	3.2 KiB

notpresent	354
present	42

Overview
Categories

Length

Max length	10
Median length	10
Mean length	9.681818182
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	notpresent
2nd row	notpresent
3rd row	notpresent
4th row	present
5th row	notpresent

Common Values

Value	Count	Frequency (%)
notpresent	354	88.5%
present	42	10.5%
(Missing)	4	1.0%

Length

Histogram of lengths of the category

Pie chart

pcv
Categorical

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	44
Distinct (%)	13.3%
Missing	70
Missing (%)	17.5%
Memory size	3.2 KiB

52	21
41	21
48	19
44	19
40	16
Other values (39)	234

Overview
Categories

Length

Max length	3
Median length	2
Mean length	2
Min length	1

Unique

Unique	10 ?
Unique (%)	3.0%

Sample

1st row	44
2nd row	38
3rd row	31
4th row	32
5th row	35

Common Values

Value	Count	Frequency (%)
52	21	5.2%
41	21	5.2%
48	19	4.8%
44	19	4.8%
40	16	4.0%
43	14	3.5%
42	13	3.2%
45	13	3.2%
36	12	3.0%
33	12	3.0%
Other values (34)	170	42.5%
(Missing)	70	17.5%

Length

Histogram of lengths of the category

pe
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	928.0 B

False	323
True	76
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
False	323	80.8%
True	76	19.0%
(Missing)	1	0.2%

pot
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	40
Distinct (%)	12.8%
Missing	88
Missing (%)	22.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.62724359

Minimum	2.5
Maximum	47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	2.5
5-th percentile	3.4
Q1	3.8
median	4.4
Q3	4.9
95-th percentile	5.7
Maximum	47
Range	44.5
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	3.193904177
Coefficient of variation (CV)	0.6902390407
Kurtosis	142.5059115
Mean	4.62724359
Median Absolute Deviation (MAD)	0.5
Skewness	11.58295556
Sum	1443.7
Variance	10.20102389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
3.5	30	7.5%
5	30	7.5%
4.9	27	6.8%
4.7	17	4.2%
4.8	16	4.0%
4	14	3.5%
4.1	14	3.5%
4.4	14	3.5%
3.9	14	3.5%
3.8	14	3.5%
Other values (30)	122	30.5%
(Missing)	88	22.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.5	2	0.5%
2.7	1	0.2%
2.8	1	0.2%
2.9	3	0.8%
3	2	0.5%
3.2	3	0.8%
3.3	3	0.8%
3.4	5	1.2%
3.5	30	7.5%
3.6	8	2.0%

Value	Count	Frequency (%)
47	1	0.2%
39	1	0.2%
7.6	1	0.2%
6.6	1	0.2%
6.5	2	0.5%
6.4	1	0.2%
6.3	3	0.8%
5.9	2	0.5%
5.8	2	0.5%
5.7	4	1.0%

rbc
Categorical

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	0.8%
Missing	152
Missing (%)	38.0%
Memory size	3.2 KiB

normal	201
abnormal	47

Overview
Categories

Length

Max length	8
Median length	6
Mean length	6.379032258
Min length	6

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	normal
4th row	normal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	201	50.2%
abnormal	47	11.8%
(Missing)	152	38.0%

Length

Histogram of lengths of the category

Pie chart

rc
Categorical

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	49
Distinct (%)	18.1%
Missing	130
Missing (%)	32.5%
Memory size	3.2 KiB

5.2	18
4.5	16
4.9	14
4.7	11
3.9	10
Other values (44)	201

Overview
Categories

Length

Max length	3
Median length	3
Mean length	2.951851852
Min length	1

Unique

Unique	5 ?
Unique (%)	1.9%

Sample

1st row	5.2
2nd row	3.9
3rd row	4.6
4th row	4.4
5th row	5

Common Values

Value	Count	Frequency (%)
5.2	18	4.5%
4.5	16	4.0%
4.9	14	3.5%
4.7	11	2.8%
3.9	10	2.5%
4.8	10	2.5%
4.6	9	2.2%
3.4	9	2.2%
5.9	8	2.0%
5.5	8	2.0%
Other values (39)	157	39.2%
(Missing)	130	32.5%

Length

Histogram of lengths of the category

sc
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	84
Distinct (%)	21.9%
Missing	17
Missing (%)	4.2%
Infinite	0
Infinite (%)	0.0%
Mean	3.072454308

Minimum	0.4
Maximum	76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0.4
5-th percentile	0.5
Q1	0.9
median	1.3
Q3	2.8
95-th percentile	11.89
Maximum	76
Range	75.6
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	5.741126067
Coefficient of variation (CV)	1.868579803
Kurtosis	79.30434545
Mean	3.072454308
Median Absolute Deviation (MAD)	0.6
Skewness	7.509538252
Sum	1176.75
Variance	32.96052852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	40	10.0%
1.1	24	6.0%
0.5	23	5.8%
1	23	5.8%
0.9	22	5.5%
0.7	22	5.5%
0.6	18	4.5%
0.8	17	4.2%
2.2	10	2.5%
1.5	9	2.2%
Other values (74)	175	43.8%
(Missing)	17	4.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.4	1	0.2%
0.5	23	5.8%
0.6	18	4.5%
0.7	22	5.5%
0.8	17	4.2%
0.9	22	5.5%
1	23	5.8%
1.1	24	6.0%
1.2	40	10.0%
1.3	8	2.0%

Value	Count	Frequency (%)
76	1	0.2%
48.1	1	0.2%
32	1	0.2%
24	1	0.2%
18.1	1	0.2%
18	1	0.2%
16.9	1	0.2%
16.4	1	0.2%
15.2	1	0.2%
15	1	0.2%

sg
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	5
Distinct (%)	1.4%
Missing	47
Missing (%)	11.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.017407932

Minimum	1.005
Maximum	1.025
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	1.005
5-th percentile	1.01
Q1	1.01
median	1.02
Q3	1.02
95-th percentile	1.025
Maximum	1.025
Range	0.02
Interquartile range (IQR)	0.01

Descriptive statistics

Standard deviation	0.005716616974
Coefficient of variation (CV)	0.005618805196
Kurtosis	-1.144356928
Mean	1.017407932
Median Absolute Deviation (MAD)	0.005
Skewness	-0.1724437507
Sum	359.145
Variance	3.267970963 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1.02	106	26.5%
1.01	84	21.0%
1.025	81	20.2%
1.015	75	18.8%
1.005	7	1.8%
(Missing)	47	11.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.005	7	1.8%
1.01	84	21.0%
1.015	75	18.8%
1.02	106	26.5%
1.025	81	20.2%

Value	Count	Frequency (%)
1.025	81	20.2%
1.02	106	26.5%
1.015	75	18.8%
1.01	84	21.0%
1.005	7	1.8%

sod
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	34
Distinct (%)	10.9%
Missing	87
Missing (%)	21.8%
Infinite	0
Infinite (%)	0.0%
Mean	137.528754

Minimum	4.5
Maximum	163
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	4.5
5-th percentile	125
Q1	135
median	138
Q3	142
95-th percentile	150
Maximum	163
Range	158.5
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	10.40875205
Coefficient of variation (CV)	0.07568418785
Kurtosis	85.53436962
Mean	137.528754
Median Absolute Deviation (MAD)	3
Skewness	-6.996568561
Sum	43046.5
Variance	108.3421193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
135	40	10.0%
140	25	6.2%
141	22	5.5%
139	21	5.2%
142	20	5.0%
138	20	5.0%
137	19	4.8%
150	17	4.2%
136	17	4.2%
147	13	3.2%
Other values (24)	99	24.8%
(Missing)	87	21.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.5	1	0.2%
104	1	0.2%
111	1	0.2%
113	2	0.5%
114	2	0.5%
115	1	0.2%
120	2	0.5%
122	2	0.5%
124	3	0.8%
125	2	0.5%

Value	Count	Frequency (%)
163	1	0.2%
150	17	4.2%
147	13	3.2%
146	10	2.5%
145	11	2.8%
144	9	2.2%
143	4	1.0%
142	20	5.0%
141	22	5.5%
140	25	6.2%

su
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	6
Distinct (%)	1.7%
Missing	49
Missing (%)	12.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.4501424501

Minimum	0
Maximum	5
Zeros	290
Zeros (%)	72.5%
Negative	0
Negative (%)	0.0%
Memory size	3.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.099191252
Coefficient of variation (CV)	2.441874237
Kurtosis	5.055348003
Mean	0.4501424501
Median Absolute Deviation (MAD)	0
Skewness	2.464261823
Sum	158
Variance	1.208221408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	290	72.5%
2	18	4.5%
3	14	3.5%
4	13	3.2%
1	13	3.2%
5	3	0.8%
(Missing)	49	12.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	290	72.5%
1	13	3.2%
2	18	4.5%
3	14	3.5%
4	13	3.2%
5	3	0.8%

Value	Count	Frequency (%)
5	3	0.8%
4	13	3.2%
3	14	3.5%
2	18	4.5%
1	13	3.2%
0	290	72.5%

wc
Categorical

HIGH CARDINALITY
HIGH CORRELATION
MISSING

Distinct	92
Distinct (%)	31.2%
Missing	105
Missing (%)	26.2%
Memory size	3.2 KiB

9800	11
6700	10
9600	9
7200	9
9200	9
Other values (87)	247

Overview
Categories

Length

Max length	5
Median length	4
Mean length	4.227118644
Min length	2

Unique

Unique	34 ?
Unique (%)	11.5%

Sample

1st row	7800
2nd row	6000
3rd row	7500
4th row	6700
5th row	7300

Common Values

Value	Count	Frequency (%)
9800	11	2.8%
6700	10	2.5%
9600	9	2.2%
7200	9	2.2%
9200	9	2.2%
6900	8	2.0%
5800	8	2.0%
11000	8	2.0%
7800	7	1.8%
7000	7	1.8%
Other values (82)	209	52.2%
(Missing)	105	26.2%

Length

Histogram of lengths of the category

Overview

Variables

Common Values

Length

Pie chart

Common Values

Length

Pie chart

Common Values

Length

Pie chart

Common Values

Length

Pie chart

Common Values

Length

Pie chart

Common Values

Length

Pie chart

Common Values

Length

Pie chart

Common Values

Length

Common Values

Length

Pie chart

Common Values

Length

Common Values

Length